Editorial Notes
Blog
Guides, comparisons, and workflow notes for teams building faster video search, review, and asset management pipelines.
All articles
More from the blog
guide
September 16, 2026
11 min read
AI Video Search Evaluation: Build a 30-Query Test Set
Build a practical 30-query AI video search test set to measure relevance, shot precision, metadata filtering, failure cases, and source-file handoff.
workflow
August 23, 2026
5 min read
How AI Search Changes Video CMS and MAM Workflows
Learn how AI search changes video CMS and MAM workflows from ingest and indexing to retrieval, selects, review, governance, and archive reuse.
comparison
August 23, 2026
5 min read
Descript AI Video Search Features: What Editors Can Find
Compare Descript's transcript-led text editing with ShotAI's private-footage visual search, shot-level retrieval, source links, and editing workflow handoff.
guide
August 23, 2026
5 min read
Video Archive Software for Broadcast and Production Teams
Evaluate video archive software for broadcast and production using preservation, metadata, proxy, semantic search, rights, restore, and NLE workflow tests.
guide
August 23, 2026
5 min read
Video Library Software: Build a Searchable Footage Library
Learn how to choose video library software and build a searchable footage library with metadata, semantic search, source links, rights, and NLE workflows.
guide
July 9, 2026
6 min read
Best AI Video Search Tools: Footage, Dialogue, or Public Sources
Choose AI video search tools for your own footage, spoken dialogue, or public-source lookup. Compare inputs, results, privacy, and practical limits.
guide
July 8, 2026
5 min read
Video Tagging Software: How AI Tags and Semantic Search Work Together
Learn how video tagging software combines technical metadata, AI labels, transcripts, and semantic search to organize large footage libraries.
comparison
July 7, 2026
5 min read
Reverse Video Search vs AI Video Search: What Is the Difference?
Reverse video search finds matching public videos. AI video search helps teams retrieve moments from private footage libraries. Compare use cases and workflows.
Blog
July 3, 2026
25 min read
Editorial Conform Workflow: How to Conform Edits Across NLE Systems
Master editorial conform techniques to migrate video edits between NLE systems while preserving timing, effects, and creative intent across your post-production pipeline.
comparison
July 2, 2026
6 min read
AI Video Search Engine vs Video Asset Management Software: What Teams Actually Need
Compare AI video search engines and video asset management software for private footage libraries, semantic search, shot-level indexing, and production workflows.
Blog
July 1, 2026
18 min read
AVC Codec: H.264 Video Compression Explained for Editors
Complete guide to AVC/H.264 codec: how compression works, quality vs file size trade-offs, and what editors need to know.
comparison
June 26, 2026
12 min read
ShotAI vs Iconik (2026): Video Search and Media Management Compared
Compare ShotAI's documented shot-search workflow with Iconik's AI-enriched media management, metadata, review, and storage options before running a pilot.
guide
June 25, 2026
10 min read
Video Asset Management Software Buyer's Guide: AI Search, DAM, MAM, and VAM
Choosing video asset management software? Compare AI search, DAM vs MAM vs VAM, shot-level indexing, metadata, privacy, and NLE export.
deep-dive
June 24, 2026
15 min read
Cloud Rendering for Video: What It Is, How It Works
Learn how cloud rendering accelerates video production with distributed GPU compute, elastic scaling, and pay-per-use pricing.
guide
June 18, 2026
6 min read
Video Metadata vs Semantic Search: When to Use Each
Compare video metadata and semantic search, learn their limits, and build a hybrid workflow for exact filters and meaning-based footage discovery.
comparison
May 26, 2026
10 min read
Best AI Video Search Tools 2026: ShotAI vs TwelveLabs vs Google Video AI vs Descript
Compare ShotAI, TwelveLabs, Google Cloud Video Intelligence, and Descript by documented search workflows, data processing, and evaluation requirements.
tutorial
May 26, 2026
13 min read
Search Inside Videos Using AI: Index, Search, and Review Footage
Learn how AI video search indexes footage, retrieves candidates, and returns them to source files. Check processing, privacy, and export limits before use.
deep-dive
May 26, 2026
14 min read
Vector Similarity Search Explained: Embeddings, Metrics, and Video Retrieval
Learn how embeddings, cosine similarity, and nearest-neighbor indexes support video retrieval, and how to evaluate relevance, memory, and workflow limits.
guide
April 20, 2026
5 min read
Local-First Video AI: What Stays Local and What Uses the Cloud
Evaluate local-first video AI by tracing original media, derived data, indexes, queries, retention, and connectivity instead of relying on a single privacy label.
explainer
April 13, 2026
5 min read
What Is Semantic Video Search? How Meaning-Based Retrieval Works
Semantic video search retrieves footage by meaning, not exact tags. Learn how embeddings work, what visual queries enable, and where metadata still matters.
comparison
April 3, 2026
6 min read
ShotAI vs Frame.io (2026): Footage Search or Review Workflow?
Compare ShotAI and Frame.io by workflow, search, review, storage, integrations, and pricing. See when to choose one platform or use both together.